| To gain insight into the limitations of our automatic speaker ID system, we have prepared a test for humans that represents the trials that yielded errors on our best system. |
| System | EER | DCF |
|---|---|---|
| (1) SRI GMM | 0.90 | 0.05092 |
| (2) SRI dur. model system | 2.60 | 0.18967 |
| (3) LM (word bigrams) | 9.71 | 0.57516 |
| (4) Kofi's HMM system | 1.25 | 0.06002 |
| (5) Andy's phone-bigrams system | 1.74 | 0.08435 |
| Approximate linear combination of (1)-(5) | 0.27 | 0.00699 |
| Test Speaker | Target Speaker | Answer | Machine Score (thresh = 0.03) | |||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Test Speech | Conv. 1 | Conv. 2 | Conv. 3 | Conv. 4 | Conv. 5 | Conv. 6 | Conv. 7 | Conv. 8 |   |   |
| Test Speech | Conv. 1 | Conv. 2 | Conv. 3 | Conv. 4 | Conv. 5 | Conv. 6 | Conv. 7 | Conv. 8 |   |   |
| Test Speech | Conv. 1 | Conv. 2 | Conv. 3 | Conv. 4 | Conv. 5 | Conv. 6 | Conv. 7 | Conv. 8 |   |   |
| Test Speech | Conv. 1 | Conv. 2 | Conv. 3 | Conv. 4 | Conv. 5 | Conv. 6 | Conv. 7 | Conv. 8 |   |   |
| Test Speech | Conv. 1 | Conv. 2 | Conv. 3 | Conv. 4 | Conv. 5 | Conv. 6 | Conv. 7 | Conv. 8 |   |   |
| Test Speech | Conv. 1 | Conv. 2 | Conv. 3 | Conv. 4 | Conv. 5 | Conv. 6 | Conv. 7 | Conv. 8 |   |   |
| Test Speech | Conv. 1 | Conv. 2 | Conv. 3 | Conv. 4 | Conv. 5 | Conv. 6 | Conv. 7 | Conv. 8 |   |   |
| Test Speech | Conv. 1 | Conv. 2 | Conv. 3 | Conv. 4 | Conv. 5 | Conv. 6 | Conv. 7 | Conv. 8 |   |   |